Overview

Dataset statistics

Number of variables35
Number of observations32593
Missing cells136774
Missing cells (%)12.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory29.1 MiB
Average record size in memory934.7 B

Variable types

NUM25
CAT8
BOOL2

Warnings

imd_band has 1111 (3.4%) missing values Missing
date_unregistration has 22521 (69.1%) missing values Missing
avg_score has 6750 (20.7%) missing values Missing
first_score has 6773 (20.8%) missing values Missing
mean_score has 6773 (20.8%) missing values Missing
last_score has 6773 (20.8%) missing values Missing
score_std has 9292 (28.5%) missing values Missing
min_weight_score has 6773 (20.8%) missing values Missing
max_weight_score has 6773 (20.8%) missing values Missing
submit_day_delta has 6750 (20.7%) missing values Missing
submit_day_delta_std has 9270 (28.4%) missing values Missing
num_banked has 6750 (20.7%) missing values Missing
has_exam has 6750 (20.7%) missing values Missing
num_of_assmnt has 6750 (20.7%) missing values Missing
subpage_clicks has 3365 (10.3%) missing values Missing
forumng_clicks has 3365 (10.3%) missing values Missing
homepage_clicks has 3365 (10.3%) missing values Missing
oucontent_clicks has 3365 (10.3%) missing values Missing
ouwiki_clicks has 3365 (10.3%) missing values Missing
quiz_clicks has 3365 (10.3%) missing values Missing
resource_clicks has 3365 (10.3%) missing values Missing
url_clicks has 3365 (10.3%) missing values Missing
resource_clicks is highly skewed (γ1 = 34.11749712) Skewed
num_of_prev_attempts has 28421 (87.2%) zeros Zeros
date_unregistration has 419 (1.3%) zeros Zeros
avg_score has 2407 (7.4%) zeros Zeros
submit_day_delta has 1300 (4.0%) zeros Zeros
submit_day_delta_std has 815 (2.5%) zeros Zeros
num_banked has 25317 (77.7%) zeros Zeros
subpage_clicks has 1018 (3.1%) zeros Zeros
forumng_clicks has 3222 (9.9%) zeros Zeros
oucontent_clicks has 2306 (7.1%) zeros Zeros
ouwiki_clicks has 18612 (57.1%) zeros Zeros
quiz_clicks has 9255 (28.4%) zeros Zeros
resource_clicks has 1632 (5.0%) zeros Zeros
url_clicks has 5327 (16.3%) zeros Zeros

Reproduction

Analysis started2020-12-10 17:54:21.642516
Analysis finished2020-12-10 17:56:25.585767
Duration2 minutes and 3.94 seconds
Software versionpandas-profiling v2.10.0
Download configurationconfig.yaml

Variables

code_module
Categorical

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
BBB
7909 
FFF
7762 
DDD
6272 
CCC
4434 
EEE
2934 
Other values (2)
3282 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters97779
Distinct characters7
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAAA
2nd rowAAA
3rd rowAAA
4th rowAAA
5th rowAAA
ValueCountFrequency (%)
BBB7909
24.3%
FFF7762
23.8%
DDD6272
19.2%
CCC4434
13.6%
EEE2934
 
9.0%
GGG2534
 
7.8%
AAA748
 
2.3%
Histogram of lengths of the category
ValueCountFrequency (%)
bbb7909
24.3%
fff7762
23.8%
ddd6272
19.2%
ccc4434
13.6%
eee2934
 
9.0%
ggg2534
 
7.8%
aaa748
 
2.3%

Most occurring characters

ValueCountFrequency (%)
B23727
24.3%
F23286
23.8%
D18816
19.2%
C13302
13.6%
E8802
 
9.0%
G7602
 
7.8%
A2244
 
2.3%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter97779
100.0%

Most frequent character per category

ValueCountFrequency (%)
B23727
24.3%
F23286
23.8%
D18816
19.2%
C13302
13.6%
E8802
 
9.0%
G7602
 
7.8%
A2244
 
2.3%

Most occurring scripts

ValueCountFrequency (%)
Latin97779
100.0%

Most frequent character per script

ValueCountFrequency (%)
B23727
24.3%
F23286
23.8%
D18816
19.2%
C13302
13.6%
E8802
 
9.0%
G7602
 
7.8%
A2244
 
2.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII97779
100.0%

Most frequent character per block

ValueCountFrequency (%)
B23727
24.3%
F23286
23.8%
D18816
19.2%
C13302
13.6%
E8802
 
9.0%
G7602
 
7.8%
A2244
 
2.3%
Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
2014J
11260 
2013J
8845 
2014B
7804 
2013B
4684 

Length

Max length5
Median length5
Mean length5
Min length5

Characters and Unicode

Total characters162965
Distinct characters7
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2013J
2nd row2013J
3rd row2013J
4th row2013J
5th row2013J
ValueCountFrequency (%)
2014J11260
34.5%
2013J8845
27.1%
2014B7804
23.9%
2013B4684
14.4%
Histogram of lengths of the category
ValueCountFrequency (%)
2014j11260
34.5%
2013j8845
27.1%
2014b7804
23.9%
2013b4684
14.4%

Most occurring characters

ValueCountFrequency (%)
232593
20.0%
032593
20.0%
132593
20.0%
J20105
12.3%
419064
11.7%
313529
8.3%
B12488
 
7.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number130372
80.0%
Uppercase Letter32593
 
20.0%

Most frequent character per category

ValueCountFrequency (%)
232593
25.0%
032593
25.0%
132593
25.0%
419064
14.6%
313529
10.4%
ValueCountFrequency (%)
J20105
61.7%
B12488
38.3%

Most occurring scripts

ValueCountFrequency (%)
Common130372
80.0%
Latin32593
 
20.0%

Most frequent character per script

ValueCountFrequency (%)
232593
25.0%
032593
25.0%
132593
25.0%
419064
14.6%
313529
10.4%
ValueCountFrequency (%)
J20105
61.7%
B12488
38.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII162965
100.0%

Most frequent character per block

ValueCountFrequency (%)
232593
20.0%
032593
20.0%
132593
20.0%
J20105
12.3%
419064
11.7%
313529
8.3%
B12488
 
7.7%

id_student
Real number (ℝ≥0)

Distinct28785
Distinct (%)88.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean706687.6691
Minimum3733
Maximum2716795
Zeros0
Zeros (%)0.0%
Memory size254.8 KiB

Quantile statistics

Minimum3733
5-th percentile189815.4
Q1508573
median590310
Q3644453
95-th percentile2343794.6
Maximum2716795
Range2713062
Interquartile range (IQR)135880

Descriptive statistics

Standard deviation549167.3139
Coefficient of variation (CV)0.7771004616
Kurtosis5.200364181
Mean706687.6691
Median Absolute Deviation (MAD)61759
Skewness2.454250235
Sum2.30330712 × 1010
Variance3.015847386 × 1011
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5840775
 
< 0.1%
6096054
 
< 0.1%
6241264
 
< 0.1%
6102874
 
< 0.1%
5966204
 
< 0.1%
5464004
 
< 0.1%
3872764
 
< 0.1%
5916554
 
< 0.1%
5652754
 
< 0.1%
803294
 
< 0.1%
Other values (28775)32552
99.9%
ValueCountFrequency (%)
37331
< 0.1%
65161
< 0.1%
84622
< 0.1%
113911
< 0.1%
236291
< 0.1%
236321
< 0.1%
236981
< 0.1%
237981
< 0.1%
241861
< 0.1%
242132
< 0.1%
ValueCountFrequency (%)
27167951
< 0.1%
27103432
< 0.1%
27079791
< 0.1%
27026601
< 0.1%
26985911
< 0.1%
26985881
< 0.1%
26985771
< 0.1%
26985352
< 0.1%
26982571
< 0.1%
26982511
< 0.1%

gender
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
M
17875 
F
14718 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters32593
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowM
2nd rowF
3rd rowF
4th rowF
5th rowF
ValueCountFrequency (%)
M17875
54.8%
F14718
45.2%
Histogram of lengths of the category
ValueCountFrequency (%)
m17875
54.8%
f14718
45.2%

Most occurring characters

ValueCountFrequency (%)
M17875
54.8%
F14718
45.2%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter32593
100.0%

Most frequent character per category

ValueCountFrequency (%)
M17875
54.8%
F14718
45.2%

Most occurring scripts

ValueCountFrequency (%)
Latin32593
100.0%

Most frequent character per script

ValueCountFrequency (%)
M17875
54.8%
F14718
45.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII32593
100.0%

Most frequent character per block

ValueCountFrequency (%)
M17875
54.8%
F14718
45.2%

region
Categorical

Distinct13
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
Scotland
3446 
East Anglian Region
3340 
London Region
3216 
South Region
3092 
North Western Region
2906 
Other values (8)
16593 

Length

Max length20
Median length16
Mean length14.63470684
Min length5

Characters and Unicode

Total characters476989
Distinct characters26
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowEast Anglian Region
2nd rowScotland
3rd rowNorth Western Region
4th rowSouth East Region
5th rowWest Midlands Region
ValueCountFrequency (%)
Scotland3446
10.6%
East Anglian Region3340
10.2%
London Region3216
9.9%
South Region3092
9.5%
North Western Region2906
8.9%
West Midlands Region2582
7.9%
South West Region2436
7.5%
East Midlands Region2365
7.3%
South East Region2111
6.5%
Wales2086
6.4%
Other values (3)5013
15.4%
Histogram of lengths of the category
ValueCountFrequency (%)
region25877
34.9%
east7816
 
10.5%
south7639
 
10.3%
west5018
 
6.8%
midlands4947
 
6.7%
north4729
 
6.4%
scotland3446
 
4.6%
anglian3340
 
4.5%
london3216
 
4.3%
western2906
 
3.9%
Other values (3)5276
 
7.1%

Most occurring characters

ValueCountFrequency (%)
n51472
10.8%
o50129
10.5%
e41983
 
8.8%
41617
 
8.7%
i36170
 
7.6%
t31554
 
6.6%
g29217
 
6.1%
R25877
 
5.4%
s24779
 
5.2%
a22819
 
4.8%
Other values (16)121372
25.4%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter361162
75.7%
Uppercase Letter74210
 
15.6%
Space Separator41617
 
8.7%

Most frequent character per category

ValueCountFrequency (%)
n51472
14.3%
o50129
13.9%
e41983
11.6%
i36170
10.0%
t31554
8.7%
g29217
8.1%
s24779
6.9%
a22819
6.3%
d17740
 
4.9%
l15003
 
4.2%
Other values (5)40296
11.2%
ValueCountFrequency (%)
R25877
34.9%
S11085
14.9%
W10010
 
13.5%
E7816
 
10.5%
M4947
 
6.7%
N4729
 
6.4%
A3340
 
4.5%
L3216
 
4.3%
Y2006
 
2.7%
I1184
 
1.6%
ValueCountFrequency (%)
41617
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin435372
91.3%
Common41617
 
8.7%

Most frequent character per script

ValueCountFrequency (%)
n51472
11.8%
o50129
11.5%
e41983
9.6%
i36170
 
8.3%
t31554
 
7.2%
g29217
 
6.7%
R25877
 
5.9%
s24779
 
5.7%
a22819
 
5.2%
d17740
 
4.1%
Other values (15)103632
23.8%
ValueCountFrequency (%)
41617
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII476989
100.0%

Most frequent character per block

ValueCountFrequency (%)
n51472
10.8%
o50129
10.5%
e41983
 
8.8%
41617
 
8.7%
i36170
 
7.6%
t31554
 
6.6%
g29217
 
6.1%
R25877
 
5.4%
s24779
 
5.2%
a22819
 
4.8%
Other values (16)121372
25.4%
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
A Level or Equivalent
14045 
Lower Than A Level
13158 
HE Qualification
4730 
No Formal quals
 
347
Post Graduate Qualification
 
313

Length

Max length27
Median length18
Mean length19.05700611
Min length15

Characters and Unicode

Total characters621125
Distinct characters29
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowHE Qualification
2nd rowHE Qualification
3rd rowA Level or Equivalent
4th rowA Level or Equivalent
5th rowLower Than A Level
ValueCountFrequency (%)
A Level or Equivalent14045
43.1%
Lower Than A Level13158
40.4%
HE Qualification4730
 
14.5%
No Formal quals347
 
1.1%
Post Graduate Qualification313
 
1.0%
Histogram of lengths of the category
ValueCountFrequency (%)
level27203
22.6%
a27203
22.6%
or14045
11.7%
equivalent14045
11.7%
lower13158
10.9%
than13158
10.9%
qualification5043
 
4.2%
he4730
 
3.9%
formal347
 
0.3%
quals347
 
0.3%
Other values (3)973
 
0.8%

Most occurring characters

ValueCountFrequency (%)
87659
14.1%
e81922
13.2%
l46985
 
7.6%
v41248
 
6.6%
L40361
 
6.5%
a38609
 
6.2%
o33253
 
5.4%
n32246
 
5.2%
i29174
 
4.7%
r27863
 
4.5%
Other values (19)161805
26.1%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter422876
68.1%
Uppercase Letter110590
 
17.8%
Space Separator87659
 
14.1%

Most frequent character per category

ValueCountFrequency (%)
e81922
19.4%
l46985
11.1%
v41248
9.8%
a38609
9.1%
o33253
7.9%
n32246
 
7.6%
i29174
 
6.9%
r27863
 
6.6%
u19748
 
4.7%
t19714
 
4.7%
Other values (8)52114
12.3%
ValueCountFrequency (%)
L40361
36.5%
A27203
24.6%
E18775
17.0%
T13158
 
11.9%
Q5043
 
4.6%
H4730
 
4.3%
N347
 
0.3%
F347
 
0.3%
P313
 
0.3%
G313
 
0.3%
ValueCountFrequency (%)
87659
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin533466
85.9%
Common87659
 
14.1%

Most frequent character per script

ValueCountFrequency (%)
e81922
15.4%
l46985
 
8.8%
v41248
 
7.7%
L40361
 
7.6%
a38609
 
7.2%
o33253
 
6.2%
n32246
 
6.0%
i29174
 
5.5%
r27863
 
5.2%
A27203
 
5.1%
Other values (18)134602
25.2%
ValueCountFrequency (%)
87659
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII621125
100.0%

Most frequent character per block

ValueCountFrequency (%)
87659
14.1%
e81922
13.2%
l46985
 
7.6%
v41248
 
6.6%
L40361
 
6.5%
a38609
 
6.2%
o33253
 
5.4%
n32246
 
5.2%
i29174
 
4.7%
r27863
 
4.5%
Other values (19)161805
26.1%

imd_band
Categorical

MISSING

Distinct10
Distinct (%)< 0.1%
Missing1111
Missing (%)3.4%
Memory size254.8 KiB
20-30%
3654 
30-40%
3539 
10-20
3516 
0-10%
3311 
40-50%
3256 
Other values (5)
14206 

Length

Max length7
Median length6
Mean length5.766084742
Min length3

Characters and Unicode

Total characters187934
Distinct characters14
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row90-100%
2nd row20-30%
3rd row30-40%
4th row50-60%
5th row50-60%
ValueCountFrequency (%)
20-30%3654
11.2%
30-40%3539
10.9%
10-203516
10.8%
0-10%3311
10.2%
40-50%3256
10.0%
50-60%3124
9.6%
60-70%2905
8.9%
70-80%2879
8.8%
80-90%2762
8.5%
90-100%2536
7.8%
(Missing)1111
 
3.4%
Histogram of lengths of the category
ValueCountFrequency (%)
20-303654
11.2%
30-403539
10.9%
10-203516
10.8%
0-103311
10.2%
40-503256
10.0%
50-603124
9.6%
60-702905
8.9%
70-802879
8.8%
80-902762
8.5%
90-1002536
7.8%

Most occurring characters

ValueCountFrequency (%)
065500
34.9%
-31482
16.8%
%27966
14.9%
19363
 
5.0%
37193
 
3.8%
27170
 
3.8%
46795
 
3.6%
56380
 
3.4%
66029
 
3.2%
75784
 
3.1%
Other values (4)14272
 
7.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number125153
66.6%
Dash Punctuation31482
 
16.8%
Other Punctuation27966
 
14.9%
Lowercase Letter3333
 
1.8%

Most frequent character per category

ValueCountFrequency (%)
065500
52.3%
19363
 
7.5%
37193
 
5.7%
27170
 
5.7%
46795
 
5.4%
56380
 
5.1%
66029
 
4.8%
75784
 
4.6%
85641
 
4.5%
95298
 
4.2%
ValueCountFrequency (%)
n2222
66.7%
a1111
33.3%
ValueCountFrequency (%)
-31482
100.0%
ValueCountFrequency (%)
%27966
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common184601
98.2%
Latin3333
 
1.8%

Most frequent character per script

ValueCountFrequency (%)
065500
35.5%
-31482
17.1%
%27966
15.1%
19363
 
5.1%
37193
 
3.9%
27170
 
3.9%
46795
 
3.7%
56380
 
3.5%
66029
 
3.3%
75784
 
3.1%
Other values (2)10939
 
5.9%
ValueCountFrequency (%)
n2222
66.7%
a1111
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII187934
100.0%

Most frequent character per block

ValueCountFrequency (%)
065500
34.9%
-31482
16.8%
%27966
14.9%
19363
 
5.0%
37193
 
3.8%
27170
 
3.8%
46795
 
3.6%
56380
 
3.4%
66029
 
3.2%
75784
 
3.1%
Other values (4)14272
 
7.6%

age_band
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
0-35
22944 
35-55
9433 
55<=
 
216

Length

Max length5
Median length4
Mean length4.289417973
Min length4

Characters and Unicode

Total characters139805
Distinct characters6
Distinct categories3 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row55<=
2nd row35-55
3rd row35-55
4th row35-55
5th row0-35
ValueCountFrequency (%)
0-3522944
70.4%
35-559433
28.9%
55<=216
 
0.7%
Histogram of lengths of the category
ValueCountFrequency (%)
0-3522944
70.4%
35-559433
28.9%
55216
 
0.7%

Most occurring characters

ValueCountFrequency (%)
551675
37.0%
332377
23.2%
-32377
23.2%
022944
16.4%
<216
 
0.2%
=216
 
0.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number106996
76.5%
Dash Punctuation32377
 
23.2%
Math Symbol432
 
0.3%

Most frequent character per category

ValueCountFrequency (%)
551675
48.3%
332377
30.3%
022944
21.4%
ValueCountFrequency (%)
<216
50.0%
=216
50.0%
ValueCountFrequency (%)
-32377
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common139805
100.0%

Most frequent character per script

ValueCountFrequency (%)
551675
37.0%
332377
23.2%
-32377
23.2%
022944
16.4%
<216
 
0.2%
=216
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII139805
100.0%

Most frequent character per block

ValueCountFrequency (%)
551675
37.0%
332377
23.2%
-32377
23.2%
022944
16.4%
<216
 
0.2%
=216
 
0.2%

num_of_prev_attempts
Real number (ℝ≥0)

ZEROS

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1632252324
Minimum0
Maximum6
Zeros28421
Zeros (%)87.2%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4797584742
Coefficient of variation (CV)2.939242096
Kurtosis19.43184965
Mean0.1632252324
Median Absolute Deviation (MAD)0
Skewness3.807674872
Sum5320
Variance0.2301681935
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
028421
87.2%
13299
 
10.1%
2675
 
2.1%
3142
 
0.4%
439
 
0.1%
513
 
< 0.1%
64
 
< 0.1%
ValueCountFrequency (%)
028421
87.2%
13299
 
10.1%
2675
 
2.1%
3142
 
0.4%
439
 
0.1%
513
 
< 0.1%
64
 
< 0.1%
ValueCountFrequency (%)
64
 
< 0.1%
513
 
< 0.1%
439
 
0.1%
3142
 
0.4%
2675
 
2.1%
13299
 
10.1%
028421
87.2%

studied_credits
Real number (ℝ≥0)

Distinct61
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean79.75869052
Minimum30
Maximum655
Zeros0
Zeros (%)0.0%
Memory size254.8 KiB

Quantile statistics

Minimum30
5-th percentile30
Q160
median60
Q3120
95-th percentile150
Maximum655
Range625
Interquartile range (IQR)60

Descriptive statistics

Standard deviation41.07190026
Coefficient of variation (CV)0.5149520384
Kurtosis7.737899152
Mean79.75869052
Median Absolute Deviation (MAD)0
Skewness1.87583741
Sum2599575
Variance1686.900991
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6016751
51.4%
1206328
 
19.4%
303749
 
11.5%
903144
 
9.6%
180830
 
2.5%
150769
 
2.4%
240220
 
0.7%
210169
 
0.5%
75108
 
0.3%
7096
 
0.3%
Other values (51)429
 
1.3%
ValueCountFrequency (%)
303749
 
11.5%
4022
 
0.1%
4536
 
0.1%
507
 
< 0.1%
553
 
< 0.1%
6016751
51.4%
651
 
< 0.1%
7096
 
0.3%
75108
 
0.3%
8026
 
0.1%
ValueCountFrequency (%)
6551
< 0.1%
6301
< 0.1%
5851
< 0.1%
5401
< 0.1%
4801
< 0.1%
4301
< 0.1%
4201
< 0.1%
4002
< 0.1%
3901
< 0.1%
3701
< 0.1%

disability
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
0
29429 
1
3164 
ValueCountFrequency (%)
029429
90.3%
13164
 
9.7%

final_result
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size254.8 KiB
Pass
12361 
Withdrawn
10156 
Fail
7052 
Distinction
3024 

Length

Max length11
Median length4
Mean length6.207467861
Min length4

Characters and Unicode

Total characters202320
Distinct characters16
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowPass
2nd rowPass
3rd rowWithdrawn
4th rowPass
5th rowPass
ValueCountFrequency (%)
Pass12361
37.9%
Withdrawn10156
31.2%
Fail7052
21.6%
Distinction3024
 
9.3%
Histogram of lengths of the category
ValueCountFrequency (%)
pass12361
37.9%
withdrawn10156
31.2%
fail7052
21.6%
distinction3024
 
9.3%

Most occurring characters

ValueCountFrequency (%)
a29569
14.6%
s27746
13.7%
i26280
13.0%
t16204
8.0%
n16204
8.0%
P12361
 
6.1%
W10156
 
5.0%
h10156
 
5.0%
d10156
 
5.0%
r10156
 
5.0%
Other values (6)33332
16.5%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter169727
83.9%
Uppercase Letter32593
 
16.1%

Most frequent character per category

ValueCountFrequency (%)
a29569
17.4%
s27746
16.3%
i26280
15.5%
t16204
9.5%
n16204
9.5%
h10156
 
6.0%
d10156
 
6.0%
r10156
 
6.0%
w10156
 
6.0%
l7052
 
4.2%
Other values (2)6048
 
3.6%
ValueCountFrequency (%)
P12361
37.9%
W10156
31.2%
F7052
21.6%
D3024
 
9.3%

Most occurring scripts

ValueCountFrequency (%)
Latin202320
100.0%

Most frequent character per script

ValueCountFrequency (%)
a29569
14.6%
s27746
13.7%
i26280
13.0%
t16204
8.0%
n16204
8.0%
P12361
 
6.1%
W10156
 
5.0%
h10156
 
5.0%
d10156
 
5.0%
r10156
 
5.0%
Other values (6)33332
16.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII202320
100.0%

Most frequent character per block

ValueCountFrequency (%)
a29569
14.6%
s27746
13.7%
i26280
13.0%
t16204
8.0%
n16204
8.0%
P12361
 
6.1%
W10156
 
5.0%
h10156
 
5.0%
d10156
 
5.0%
r10156
 
5.0%
Other values (6)33332
16.5%

module_presentation_length
Real number (ℝ≥0)

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean256.0101249
Minimum234
Maximum269
Zeros0
Zeros (%)0.0%
Memory size254.8 KiB

Quantile statistics

Minimum234
5-th percentile240
Q1241
median262
Q3268
95-th percentile269
Maximum269
Range35
Interquartile range (IQR)27

Descriptive statistics

Standard deviation13.17907824
Coefficient of variation (CV)0.05147873836
Kurtosis-1.64255087
Mean256.0101249
Median Absolute Deviation (MAD)7
Skewness-0.4041541473
Sum8344138
Variance173.6881032
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
2697165
22.0%
2416191
19.0%
2685955
18.3%
2404684
14.4%
2624095
12.6%
2612890
8.9%
2341613
 
4.9%
ValueCountFrequency (%)
2341613
 
4.9%
2404684
14.4%
2416191
19.0%
2612890
8.9%
2624095
12.6%
2685955
18.3%
2697165
22.0%
ValueCountFrequency (%)
2697165
22.0%
2685955
18.3%
2624095
12.6%
2612890
8.9%
2416191
19.0%
2404684
14.4%
2341613
 
4.9%

date_registration
Real number (ℝ)

Distinct332
Distinct (%)1.0%
Missing45
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean-69.41130023
Minimum-322
Maximum167
Zeros2
Zeros (%)< 0.1%
Memory size254.8 KiB

Quantile statistics

Minimum-322
5-th percentile-156
Q1-100
median-57
Q3-29
95-th percentile-15
Maximum167
Range489
Interquartile range (IQR)71

Descriptive statistics

Standard deviation49.26052212
Coefficient of variation (CV)-0.709690237
Kurtosis1.001811696
Mean-69.41130023
Median Absolute Deviation (MAD)32
Skewness-1.008369155
Sum-2259199
Variance2426.599039
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-221034
 
3.2%
-29982
 
3.0%
-24741
 
2.3%
-25730
 
2.2%
-23729
 
2.2%
-30581
 
1.8%
-36553
 
1.7%
-28548
 
1.7%
-32497
 
1.5%
-17488
 
1.5%
Other values (322)25665
78.7%
ValueCountFrequency (%)
-3221
 
< 0.1%
-3212
 
< 0.1%
-3201
 
< 0.1%
-3122
 
< 0.1%
-3111
 
< 0.1%
-3104
< 0.1%
-3091
 
< 0.1%
-3054
< 0.1%
-3047
< 0.1%
-3032
 
< 0.1%
ValueCountFrequency (%)
1671
< 0.1%
1241
< 0.1%
1101
< 0.1%
1011
< 0.1%
831
< 0.1%
821
< 0.1%
811
< 0.1%
691
< 0.1%
591
< 0.1%
491
< 0.1%

date_unregistration
Real number (ℝ)

MISSING
ZEROS

Distinct416
Distinct (%)4.1%
Missing22521
Missing (%)69.1%
Infinite0
Infinite (%)0.0%
Mean49.75764496
Minimum-365
Maximum444
Zeros419
Zeros (%)1.3%
Memory size254.8 KiB

Quantile statistics

Minimum-365
5-th percentile-69.35
Q1-2
median27
Q3109
95-th percentile202
Maximum444
Range809
Interquartile range (IQR)111

Descriptive statistics

Standard deviation82.46088996
Coefficient of variation (CV)1.65725066
Kurtosis-0.06101869932
Mean49.75764496
Median Absolute Deviation (MAD)45
Skewness0.2454858053
Sum501159
Variance6799.798373
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
12788
 
2.4%
0419
 
1.3%
27170
 
0.5%
-1147
 
0.5%
-299
 
0.3%
-799
 
0.3%
1091
 
0.3%
-590
 
0.3%
-887
 
0.3%
584
 
0.3%
Other values (406)7998
 
24.5%
(Missing)22521
69.1%
ValueCountFrequency (%)
-3651
< 0.1%
-3171
< 0.1%
-2971
< 0.1%
-2741
< 0.1%
-2711
< 0.1%
-2621
< 0.1%
-2482
< 0.1%
-2322
< 0.1%
-2251
< 0.1%
-2201
< 0.1%
ValueCountFrequency (%)
4441
 
< 0.1%
2421
 
< 0.1%
2416
 
< 0.1%
2409
< 0.1%
2391
 
< 0.1%
2378
< 0.1%
2369
< 0.1%
23516
< 0.1%
23416
< 0.1%
23312
< 0.1%

avg_score
Real number (ℝ≥0)

MISSING
ZEROS

Distinct10703
Distinct (%)41.4%
Missing6750
Missing (%)20.7%
Infinite0
Infinite (%)0.0%
Mean63.23898964
Minimum0
Maximum100
Zeros2407
Zeros (%)7.4%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q154.33333333
median70
Q381.04
95-th percentile92.11911111
Maximum100
Range100
Interquartile range (IQR)26.70666667

Descriptive statistics

Standard deviation25.676777
Coefficient of variation (CV)0.4060276287
Kurtosis0.9349217599
Mean63.23898964
Median Absolute Deviation (MAD)12.77777778
Skewness-1.272938966
Sum1634285.209
Variance659.2968772
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
02407
 
7.4%
70162
 
0.5%
78158
 
0.5%
80145
 
0.4%
60135
 
0.4%
76130
 
0.4%
84128
 
0.4%
68127
 
0.4%
56125
 
0.4%
72125
 
0.4%
Other values (10693)22201
68.1%
(Missing)6750
 
20.7%
ValueCountFrequency (%)
02407
7.4%
1.5816326531
 
< 0.1%
1.6363636361
 
< 0.1%
31
 
< 0.1%
44
 
< 0.1%
4.9090909092
 
< 0.1%
5.4545454551
 
< 0.1%
63
 
< 0.1%
6.3157894741
 
< 0.1%
6.5454545451
 
< 0.1%
ValueCountFrequency (%)
10033
0.1%
99.91
 
< 0.1%
99.841
 
< 0.1%
99.7761
 
< 0.1%
99.7442
 
< 0.1%
99.721
 
< 0.1%
99.691
 
< 0.1%
99.639344261
 
< 0.1%
99.621
 
< 0.1%
99.6162
 
< 0.1%

first_score
Real number (ℝ≥0)

MISSING

Distinct99
Distinct (%)0.4%
Missing6773
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean73.3228505
Minimum0
Maximum100
Zeros77
Zeros (%)0.2%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile33
Q165
median77
Q388
95-th percentile100
Maximum100
Range100
Interquartile range (IQR)23

Descriptive statistics

Standard deviation20.94959611
Coefficient of variation (CV)0.2857171532
Kurtosis2.835208405
Mean73.3228505
Median Absolute Deviation (MAD)11
Skewness-1.503852924
Sum1893196
Variance438.8855772
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1001475
 
4.5%
801287
 
3.9%
701043
 
3.2%
90981
 
3.0%
78815
 
2.5%
86795
 
2.4%
84784
 
2.4%
82745
 
2.3%
88730
 
2.2%
75718
 
2.2%
Other values (89)16447
50.5%
(Missing)6773
20.8%
ValueCountFrequency (%)
077
 
0.2%
1717
2.2%
21
 
< 0.1%
42
 
< 0.1%
52
 
< 0.1%
66
 
< 0.1%
71
 
< 0.1%
811
 
< 0.1%
94
 
< 0.1%
1039
 
0.1%
ValueCountFrequency (%)
1001475
4.5%
9985
 
0.3%
98413
 
1.3%
97135
 
0.4%
96524
 
1.6%
95270
 
0.8%
94632
1.9%
93226
 
0.7%
92707
2.2%
91189
 
0.6%

mean_score
Real number (ℝ≥0)

MISSING

Distinct2668
Distinct (%)10.3%
Missing6773
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean72.76825367
Minimum0
Maximum100
Zeros51
Zeros (%)0.2%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile42
Q164.66666667
median76
Q384.54545455
95-th percentile92.77777778
Maximum100
Range100
Interquartile range (IQR)19.87878788

Descriptive statistics

Standard deviation16.37499711
Coefficient of variation (CV)0.2250294088
Kurtosis2.340698705
Mean72.76825367
Median Absolute Deviation (MAD)9.6
Skewness-1.26503291
Sum1878876.31
Variance268.1405302
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
80223
 
0.7%
75201
 
0.6%
70201
 
0.6%
78185
 
0.6%
76180
 
0.6%
65177
 
0.5%
85167
 
0.5%
60166
 
0.5%
74158
 
0.5%
67155
 
0.5%
Other values (2658)24007
73.7%
(Missing)6773
 
20.8%
ValueCountFrequency (%)
051
0.2%
187
0.3%
33
 
< 0.1%
43
 
< 0.1%
52
 
< 0.1%
62
 
< 0.1%
6.51
 
< 0.1%
72
 
< 0.1%
7.51
 
< 0.1%
86
 
< 0.1%
ValueCountFrequency (%)
100135
0.4%
99.81
 
< 0.1%
99.751
 
< 0.1%
99.61
 
< 0.1%
99.555555562
 
< 0.1%
99.52
 
< 0.1%
99.3333333310
 
< 0.1%
99.251
 
< 0.1%
99.23
 
< 0.1%
99.142857141
 
< 0.1%

last_score
Real number (ℝ≥0)

MISSING

Distinct101
Distinct (%)0.4%
Missing6773
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean71.08454686
Minimum0
Maximum100
Zeros134
Zeros (%)0.4%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile30
Q160
median75
Q387
95-th percentile100
Maximum100
Range100
Interquartile range (IQR)27

Descriptive statistics

Standard deviation21.89071302
Coefficient of variation (CV)0.3079531908
Kurtosis0.3495591235
Mean71.08454686
Median Absolute Deviation (MAD)15
Skewness-0.7708950551
Sum1835403
Variance479.2033167
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1003340
 
10.2%
802056
 
6.3%
601392
 
4.3%
40615
 
1.9%
78581
 
1.8%
76489
 
1.5%
82465
 
1.4%
70452
 
1.4%
84447
 
1.4%
67446
 
1.4%
Other values (91)15537
47.7%
(Missing)6773
20.8%
ValueCountFrequency (%)
0134
0.4%
190
0.3%
27
 
< 0.1%
36
 
< 0.1%
412
 
< 0.1%
59
 
< 0.1%
614
 
< 0.1%
711
 
< 0.1%
824
 
0.1%
910
 
< 0.1%
ValueCountFrequency (%)
1003340
10.2%
9937
 
0.1%
98202
 
0.6%
97106
 
0.3%
96304
 
0.9%
95151
 
0.5%
94281
 
0.9%
93248
 
0.8%
92316
 
1.0%
91293
 
0.9%

score_std
Real number (ℝ≥0)

MISSING

Distinct17598
Distinct (%)75.5%
Missing9292
Missing (%)28.5%
Infinite0
Infinite (%)0.0%
Mean13.24327566
Minimum0
Maximum70.00357134
Zeros71
Zeros (%)0.2%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile3.535533906
Q17.767453465
median12.02081528
Q317.13346303
95-th percentile27.90698837
Maximum70.00357134
Range70.00357134
Interquartile range (IQR)9.366009569

Descriptive statistics

Standard deviation7.600831549
Coefficient of variation (CV)0.5739389364
Kurtosis2.129560702
Mean13.24327566
Median Absolute Deviation (MAD)4.627124276
Skewness1.156130254
Sum308581.5662
Variance57.77264023
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
4.242640687105
 
0.3%
7.071067812101
 
0.3%
1.41421356297
 
0.3%
5.65685424984
 
0.3%
2.82842712581
 
0.2%
8.48528137473
 
0.2%
071
 
0.2%
9.89949493768
 
0.2%
14.1421356265
 
0.2%
3.53553390662
 
0.2%
Other values (17588)22494
69.0%
(Missing)9292
28.5%
ValueCountFrequency (%)
071
0.2%
0.44721359551
 
< 0.1%
0.51
 
< 0.1%
0.51
 
< 0.1%
0.54772255751
 
< 0.1%
0.54772255751
 
< 0.1%
0.54772255751
 
< 0.1%
0.57735026924
 
< 0.1%
0.57735026922
 
< 0.1%
0.57735026921
 
< 0.1%
ValueCountFrequency (%)
70.003571341
 
< 0.1%
65.760930651
 
< 0.1%
63.639610311
 
< 0.1%
57.982756061
 
< 0.1%
57.735026921
 
< 0.1%
55.861435712
< 0.1%
54.447222154
< 0.1%
53.033008592
< 0.1%
50.29247791
 
< 0.1%
50.204581464
< 0.1%

min_weight_score
Real number (ℝ≥0)

MISSING

Distinct101
Distinct (%)0.4%
Missing6773
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean55.66467854
Minimum0
Maximum100
Zeros306
Zeros (%)0.9%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile10
Q142
median60
Q372
95-th percentile86
Maximum100
Range100
Interquartile range (IQR)30

Descriptive statistics

Standard deviation22.19338752
Coefficient of variation (CV)0.3986978476
Kurtosis0.003622143791
Mean55.66467854
Median Absolute Deviation (MAD)14
Skewness-0.6653197512
Sum1437262
Variance492.5464498
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
601666
 
5.1%
401123
 
3.4%
70741
 
2.3%
1726
 
2.2%
80724
 
2.2%
50600
 
1.8%
65580
 
1.8%
72524
 
1.6%
68524
 
1.6%
75507
 
1.6%
Other values (91)18105
55.5%
(Missing)6773
 
20.8%
ValueCountFrequency (%)
0306
0.9%
1726
2.2%
210
 
< 0.1%
317
 
0.1%
427
 
0.1%
524
 
0.1%
634
 
0.1%
722
 
0.1%
847
 
0.1%
928
 
0.1%
ValueCountFrequency (%)
100135
0.4%
994
 
< 0.1%
9819
 
0.1%
9719
 
0.1%
9644
 
0.1%
9532
 
0.1%
9476
0.2%
9355
0.2%
92114
0.3%
9178
0.2%

max_weight_score
Real number (ℝ≥0)

MISSING

Distinct98
Distinct (%)0.4%
Missing6773
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean86.54419055
Minimum0
Maximum100
Zeros51
Zeros (%)0.2%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile53
Q180
median92
Q3100
95-th percentile100
Maximum100
Range100
Interquartile range (IQR)20

Descriptive statistics

Standard deviation17.10419739
Coefficient of variation (CV)0.1976354193
Kurtosis5.014633897
Mean86.54419055
Median Absolute Deviation (MAD)8
Skewness-1.990910256
Sum2234571
Variance292.5535682
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1007918
24.3%
80959
 
2.9%
96864
 
2.7%
94859
 
2.6%
90846
 
2.6%
98826
 
2.5%
92748
 
2.3%
95707
 
2.2%
97641
 
2.0%
93598
 
1.8%
Other values (88)10854
33.3%
(Missing)6773
20.8%
ValueCountFrequency (%)
051
0.2%
186
0.3%
21
 
< 0.1%
42
 
< 0.1%
51
 
< 0.1%
65
 
< 0.1%
88
 
< 0.1%
92
 
< 0.1%
1030
 
0.1%
1116
 
< 0.1%
ValueCountFrequency (%)
1007918
24.3%
99440
 
1.3%
98826
 
2.5%
97641
 
2.0%
96864
 
2.7%
95707
 
2.2%
94859
 
2.6%
93598
 
1.8%
92748
 
2.3%
91402
 
1.2%

submit_day_delta
Real number (ℝ)

MISSING
ZEROS

Distinct1246
Distinct (%)4.8%
Missing6750
Missing (%)20.7%
Infinite0
Infinite (%)0.0%
Mean112.3436907
Minimum-1870
Maximum2130
Zeros1300
Zeros (%)4.0%
Memory size254.8 KiB

Quantile statistics

Minimum-1870
5-th percentile-27
Q1-5
median5
Q377
95-th percentile709
Maximum2130
Range4000
Interquartile range (IQR)82

Descriptive statistics

Standard deviation236.7907663
Coefficient of variation (CV)2.107735332
Kurtosis5.064089544
Mean112.3436907
Median Absolute Deviation (MAD)16
Skewness2.135472036
Sum2903298
Variance56069.86701
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01300
 
4.0%
1963
 
3.0%
-2734
 
2.3%
-3697
 
2.1%
2648
 
2.0%
3618
 
1.9%
-4495
 
1.5%
4483
 
1.5%
-5468
 
1.4%
-1447
 
1.4%
Other values (1236)18990
58.3%
(Missing)6750
 
20.7%
ValueCountFrequency (%)
-18701
< 0.1%
-15271
< 0.1%
-14691
< 0.1%
-11131
< 0.1%
-10731
< 0.1%
-7521
< 0.1%
-7241
< 0.1%
-7081
< 0.1%
-6341
< 0.1%
-5301
< 0.1%
ValueCountFrequency (%)
21301
 
< 0.1%
20642
< 0.1%
19981
 
< 0.1%
19561
 
< 0.1%
17621
 
< 0.1%
17161
 
< 0.1%
15111
 
< 0.1%
14021
 
< 0.1%
13981
 
< 0.1%
13333
< 0.1%

submit_day_delta_std
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11950
Distinct (%)51.2%
Missing9270
Missing (%)28.4%
Infinite0
Infinite (%)0.0%
Mean20.79647526
Minimum0
Maximum260.2152955
Zeros815
Zeros (%)2.5%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0.5
Q12.683281573
median5.977736472
Q327.60645774
95-th percentile84.57021017
Maximum260.2152955
Range260.2152955
Interquartile range (IQR)24.92317617

Descriptive statistics

Standard deviation29.98555853
Coefficient of variation (CV)1.441857726
Kurtosis2.687581868
Mean20.79647526
Median Absolute Deviation (MAD)4.106907779
Skewness1.776412609
Sum485036.1924
Variance899.1337203
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0815
 
2.5%
0.7071067812338
 
1.0%
0.5270
 
0.8%
1.414213562243
 
0.7%
2.121320344193
 
0.6%
0.5773502692168
 
0.5%
1153
 
0.5%
2.828427125140
 
0.4%
1.732050808132
 
0.4%
0.5773502692121
 
0.4%
Other values (11940)20750
63.7%
(Missing)9270
28.4%
ValueCountFrequency (%)
0815
2.5%
0.28867513463
 
< 0.1%
0.28867513461
 
< 0.1%
0.30151134461
 
< 0.1%
0.33333333331
 
< 0.1%
0.33333333331
 
< 0.1%
0.38924947211
 
< 0.1%
0.40824829056
 
< 0.1%
0.44721359552
 
< 0.1%
0.447213595566
 
0.2%
ValueCountFrequency (%)
260.21529551
< 0.1%
209.00079741
< 0.1%
205.53669581
< 0.1%
201.38793411
< 0.1%
200.54251421
< 0.1%
200.14869471
< 0.1%
195.02991221
< 0.1%
193.30545781
< 0.1%
192.05728311
< 0.1%
191.50345021
< 0.1%

num_banked
Real number (ℝ≥0)

MISSING
ZEROS

Distinct13
Distinct (%)0.1%
Missing6750
Missing (%)20.7%
Infinite0
Infinite (%)0.0%
Mean0.07386913284
Minimum0
Maximum12
Zeros25317
Zeros (%)77.7%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5994471509
Coefficient of variation (CV)8.114988329
Kurtosis123.7688543
Mean0.07386913284
Median Absolute Deviation (MAD)0
Skewness10.20130754
Sum1909
Variance0.3593368867
MonotocityNot monotonic
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
025317
77.7%
3107
 
0.3%
496
 
0.3%
296
 
0.3%
183
 
0.3%
555
 
0.2%
644
 
0.1%
716
 
< 0.1%
98
 
< 0.1%
88
 
< 0.1%
Other values (3)13
 
< 0.1%
(Missing)6750
 
20.7%
ValueCountFrequency (%)
025317
77.7%
183
 
0.3%
296
 
0.3%
3107
 
0.3%
496
 
0.3%
555
 
0.2%
644
 
0.1%
716
 
< 0.1%
88
 
< 0.1%
98
 
< 0.1%
ValueCountFrequency (%)
123
 
< 0.1%
116
 
< 0.1%
104
 
< 0.1%
98
 
< 0.1%
88
 
< 0.1%
716
 
< 0.1%
644
0.1%
555
0.2%
496
0.3%
3107
0.3%

has_exam
Boolean

MISSING

Distinct2
Distinct (%)< 0.1%
Missing6750
Missing (%)20.7%
Memory size254.8 KiB
0
20884 
1
4959 
(Missing)
6750 
ValueCountFrequency (%)
020884
64.1%
14959
 
15.2%
(Missing)6750
 
20.7%

num_of_assmnt
Real number (ℝ≥0)

MISSING

Distinct14
Distinct (%)0.1%
Missing6750
Missing (%)20.7%
Infinite0
Infinite (%)0.0%
Mean6.729559262
Minimum1
Maximum14
Zeros0
Zeros (%)0.0%
Memory size254.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q14
median7
Q310
95-th percentile12
Maximum14
Range13
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.771380962
Coefficient of variation (CV)0.5604202022
Kurtosis-1.261970313
Mean6.729559262
Median Absolute Deviation (MAD)3
Skewness0.08003251555
Sum173912
Variance14.22331436
MonotocityNot monotonic
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
123655
11.2%
52834
8.7%
42757
8.5%
92658
 
8.2%
72613
 
8.0%
12520
 
7.7%
112211
 
6.8%
21853
 
5.7%
31701
 
5.2%
6922
 
2.8%
Other values (4)2119
 
6.5%
(Missing)6750
20.7%
ValueCountFrequency (%)
12520
7.7%
21853
5.7%
31701
5.2%
42757
8.5%
52834
8.7%
6922
 
2.8%
72613
8.0%
8777
 
2.4%
92658
8.2%
10857
 
2.6%
ValueCountFrequency (%)
14368
 
1.1%
13117
 
0.4%
123655
11.2%
112211
6.8%
10857
 
2.6%
92658
8.2%
8777
 
2.4%
72613
8.0%
6922
 
2.8%
52834
8.7%

subpage_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct944
Distinct (%)3.2%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean116.7230738
Minimum0
Maximum4345
Zeros1018
Zeros (%)3.1%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile1
Q117
median52
Q3155
95-th percentile436
Maximum4345
Range4345
Interquartile range (IQR)138

Descriptive statistics

Standard deviation163.768722
Coefficient of variation (CV)1.403053541
Kurtosis31.36149977
Mean116.7230738
Median Absolute Deviation (MAD)44
Skewness3.54466691
Sum3411582
Variance26820.19429
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01018
 
3.1%
1532
 
1.6%
2461
 
1.4%
3428
 
1.3%
5410
 
1.3%
4398
 
1.2%
8391
 
1.2%
11378
 
1.2%
6377
 
1.2%
12356
 
1.1%
Other values (934)24479
75.1%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
01018
3.1%
1532
1.6%
2461
1.4%
3428
1.3%
4398
 
1.2%
5410
1.3%
6377
 
1.2%
7355
 
1.1%
8391
 
1.2%
9355
 
1.1%
ValueCountFrequency (%)
43451
< 0.1%
28531
< 0.1%
26881
< 0.1%
24381
< 0.1%
19391
< 0.1%
17001
< 0.1%
16251
< 0.1%
16191
< 0.1%
16141
< 0.1%
15761
< 0.1%

forumng_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct2088
Distinct (%)7.1%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean272.7997126
Minimum0
Maximum13154
Zeros3222
Zeros (%)9.9%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q117
median93
Q3288
95-th percentile1047
Maximum13154
Range13154
Interquartile range (IQR)271

Descriptive statistics

Standard deviation597.674199
Coefficient of variation (CV)2.190890135
Kurtosis76.44470754
Mean272.7997126
Median Absolute Deviation (MAD)90
Skewness7.028584588
Sum7973390
Variance357214.4482
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03222
 
9.9%
2371
 
1.1%
3363
 
1.1%
1361
 
1.1%
4310
 
1.0%
6284
 
0.9%
7280
 
0.9%
5279
 
0.9%
8243
 
0.7%
9242
 
0.7%
Other values (2078)23273
71.4%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
03222
9.9%
1361
 
1.1%
2371
 
1.1%
3363
 
1.1%
4310
 
1.0%
5279
 
0.9%
6284
 
0.9%
7280
 
0.9%
8243
 
0.7%
9242
 
0.7%
ValueCountFrequency (%)
131541
< 0.1%
114651
< 0.1%
113441
< 0.1%
105551
< 0.1%
104831
< 0.1%
99191
< 0.1%
96661
< 0.1%
95601
< 0.1%
95521
< 0.1%
92921
< 0.1%

homepage_clicks
Real number (ℝ≥0)

MISSING

Distinct1515
Distinct (%)5.2%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean237.7536609
Minimum0
Maximum7277
Zeros43
Zeros (%)0.1%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile7
Q155
median144
Q3304
95-th percentile765.65
Maximum7277
Range7277
Interquartile range (IQR)249

Descriptive statistics

Standard deviation320.2205552
Coefficient of variation (CV)1.346858568
Kurtosis56.16182765
Mean237.7536609
Median Absolute Deviation (MAD)106
Skewness5.259805064
Sum6949064
Variance102541.204
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1285
 
0.9%
2230
 
0.7%
3221
 
0.7%
4203
 
0.6%
6202
 
0.6%
5180
 
0.6%
8171
 
0.5%
18162
 
0.5%
10156
 
0.5%
12155
 
0.5%
Other values (1505)27263
83.6%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
043
 
0.1%
1285
0.9%
2230
0.7%
3221
0.7%
4203
0.6%
5180
0.6%
6202
0.6%
7153
0.5%
8171
0.5%
9154
0.5%
ValueCountFrequency (%)
72771
< 0.1%
70591
< 0.1%
65911
< 0.1%
55481
< 0.1%
50121
< 0.1%
47522
< 0.1%
47471
< 0.1%
47371
< 0.1%
46641
< 0.1%
46221
< 0.1%

oucontent_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct2685
Distinct (%)9.2%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean383.4269536
Minimum0
Maximum9308
Zeros2306
Zeros (%)7.1%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q116
median106
Q3445
95-th percentile1734
Maximum9308
Range9308
Interquartile range (IQR)429

Descriptive statistics

Standard deviation657.4751602
Coefficient of variation (CV)1.714733808
Kurtosis17.10923561
Mean383.4269536
Median Absolute Deviation (MAD)105
Skewness3.330047564
Sum11206803
Variance432273.5863
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
02306
 
7.1%
11121
 
3.4%
2676
 
2.1%
3395
 
1.2%
4342
 
1.0%
5259
 
0.8%
7250
 
0.8%
6232
 
0.7%
8223
 
0.7%
10216
 
0.7%
Other values (2675)23208
71.2%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
02306
7.1%
11121
3.4%
2676
 
2.1%
3395
 
1.2%
4342
 
1.0%
5259
 
0.8%
6232
 
0.7%
7250
 
0.8%
8223
 
0.7%
9202
 
0.6%
ValueCountFrequency (%)
93081
< 0.1%
91541
< 0.1%
83281
< 0.1%
83141
< 0.1%
79061
< 0.1%
78901
< 0.1%
71501
< 0.1%
70631
< 0.1%
68601
< 0.1%
66591
< 0.1%

ouwiki_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct631
Distinct (%)2.2%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean30.6046257
Minimum0
Maximum2117
Zeros18612
Zeros (%)57.1%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q317
95-th percentile175
Maximum2117
Range2117
Interquartile range (IQR)17

Descriptive statistics

Standard deviation88.39370445
Coefficient of variation (CV)2.888246545
Kurtosis53.55285309
Mean30.6046257
Median Absolute Deviation (MAD)0
Skewness5.880454293
Sum894512
Variance7813.446986
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
018612
57.1%
1524
 
1.6%
2384
 
1.2%
3295
 
0.9%
4246
 
0.8%
5202
 
0.6%
6194
 
0.6%
9162
 
0.5%
8154
 
0.5%
11154
 
0.5%
Other values (621)8301
25.5%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
018612
57.1%
1524
 
1.6%
2384
 
1.2%
3295
 
0.9%
4246
 
0.8%
5202
 
0.6%
6194
 
0.6%
7152
 
0.5%
8154
 
0.5%
9162
 
0.5%
ValueCountFrequency (%)
21171
< 0.1%
16371
< 0.1%
14491
< 0.1%
13831
< 0.1%
12171
< 0.1%
11911
< 0.1%
11881
< 0.1%
11201
< 0.1%
11111
< 0.1%
11021
< 0.1%

quiz_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct1905
Distinct (%)6.5%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean238.8545231
Minimum0
Maximum13032
Zeros9255
Zeros (%)28.4%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median75
Q3215
95-th percentile1032.65
Maximum13032
Range13032
Interquartile range (IQR)215

Descriptive statistics

Standard deviation466.344205
Coefficient of variation (CV)1.952419402
Kurtosis69.23235049
Mean238.8545231
Median Absolute Deviation (MAD)75
Skewness5.601032394
Sum6981240
Variance217476.9176
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
09255
28.4%
1576
 
1.8%
2276
 
0.8%
3176
 
0.5%
74138
 
0.4%
79136
 
0.4%
80134
 
0.4%
78128
 
0.4%
75123
 
0.4%
4120
 
0.4%
Other values (1895)18166
55.7%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
09255
28.4%
1576
 
1.8%
2276
 
0.8%
3176
 
0.5%
4120
 
0.4%
577
 
0.2%
669
 
0.2%
750
 
0.2%
840
 
0.1%
947
 
0.1%
ValueCountFrequency (%)
130321
< 0.1%
111171
< 0.1%
106211
< 0.1%
88771
< 0.1%
74471
< 0.1%
71641
< 0.1%
70461
< 0.1%
66801
< 0.1%
65691
< 0.1%
65231
< 0.1%

resource_clicks
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct390
Distinct (%)1.3%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean37.98179828
Minimum0
Maximum5147
Zeros1632
Zeros (%)5.0%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q19
median23
Q348
95-th percentile120
Maximum5147
Range5147
Interquartile range (IQR)39

Descriptive statistics

Standard deviation72.71907491
Coefficient of variation (CV)1.914576935
Kurtosis2007.3934
Mean37.98179828
Median Absolute Deviation (MAD)17
Skewness34.11749712
Sum1110132
Variance5288.063856
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01632
 
5.0%
1782
 
2.4%
2734
 
2.3%
3715
 
2.2%
5703
 
2.2%
4686
 
2.1%
8648
 
2.0%
6629
 
1.9%
7629
 
1.9%
11605
 
1.9%
Other values (380)21465
65.9%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
01632
5.0%
1782
2.4%
2734
2.3%
3715
2.2%
4686
2.1%
5703
2.2%
6629
 
1.9%
7629
 
1.9%
8648
 
2.0%
9592
 
1.8%
ValueCountFrequency (%)
51471
< 0.1%
45621
< 0.1%
45461
< 0.1%
28081
< 0.1%
22811
< 0.1%
21001
< 0.1%
18251
< 0.1%
17601
< 0.1%
14721
< 0.1%
8741
< 0.1%

url_clicks
Real number (ℝ≥0)

MISSING
ZEROS

Distinct286
Distinct (%)1.0%
Missing3365
Missing (%)10.3%
Infinite0
Infinite (%)0.0%
Mean19.38901054
Minimum0
Maximum2134
Zeros5327
Zeros (%)16.3%
Memory size254.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median8
Q325
95-th percentile73
Maximum2134
Range2134
Interquartile range (IQR)24

Descriptive statistics

Standard deviation36.1435633
Coefficient of variation (CV)1.864126239
Kurtosis487.719713
Mean19.38901054
Median Absolute Deviation (MAD)8
Skewness12.81062969
Sum566702
Variance1306.357168
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
05327
 
16.3%
12025
 
6.2%
21669
 
5.1%
31412
 
4.3%
41198
 
3.7%
51034
 
3.2%
6890
 
2.7%
7831
 
2.5%
8770
 
2.4%
9667
 
2.0%
Other values (276)13405
41.1%
(Missing)3365
 
10.3%
ValueCountFrequency (%)
05327
16.3%
12025
 
6.2%
21669
 
5.1%
31412
 
4.3%
41198
 
3.7%
51034
 
3.2%
6890
 
2.7%
7831
 
2.5%
8770
 
2.4%
9667
 
2.0%
ValueCountFrequency (%)
21341
< 0.1%
9661
< 0.1%
9331
< 0.1%
8301
< 0.1%
8201
< 0.1%
7291
< 0.1%
6351
< 0.1%
6331
< 0.1%
6271
< 0.1%
6011
< 0.1%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

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0AAA2013J11391MEast Anglian RegionHE Qualification90-100%55<=02400Pass268-159.0NaN82.478.082.082.03.08220778.085.09.00.8366600.00.05.032.0193.0138.0553.00.00.013.05.0
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4AAA2013J32885FWest Midlands RegionLower Than A Level50-60%0-350600Pass268-176.0NaN55.069.054.475.020.51341030.075.0-57.06.3874880.00.05.079.0194.0204.0494.00.00.045.014.0
5AAA2013J38053MWalesA Level or Equivalent80-90%35-550600Pass268-110.0NaN66.979.068.068.010.97724950.079.0-10.04.4721360.00.05.091.0875.0512.0900.00.00.011.045.0
6AAA2013J45462MScotlandHE Qualification30-40%0-350600Pass268-67.0NaN67.870.068.068.04.94974762.075.0-2.00.5477230.00.05.098.0123.0320.0915.00.00.08.024.0
7AAA2013J45642FNorth Western RegionA Level or Equivalent90-100%0-3501200Pass268-29.0NaN72.572.072.473.00.54772372.073.0-13.05.5045440.00.05.0120.0428.0295.0508.00.00.016.056.0
8AAA2013J52130FEast Anglian RegionA Level or Equivalent70-80%0-350900Pass268-33.0NaN71.272.071.470.02.60768168.075.0-7.03.1304950.00.05.0214.0333.0476.0714.00.00.019.0128.0
9AAA2013J53025MNorth RegionPost Graduate QualificationNaN55<=0600Pass268-179.0NaN79.071.078.081.04.06201971.081.023.03.2093610.00.05.0124.01974.0394.0575.00.00.06.082.0

Last rows

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32583GGG2014J2508153FEast Midlands RegionLower Than A Level10-200-350300Pass269-59.0NaN0.085.090.11111160.013.87844160.0100.0383.050.9634950.00.09.043.069.0123.0207.00.0118.038.00.0
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32585GGG2014J2606765FLondon RegionLower Than A Level80-90%0-350300Pass269-64.0NaN0.055.078.88888980.015.96437055.0100.0-2.05.7179060.00.09.037.00.027.052.00.0106.012.00.0
32586GGG2014J2608143MEast Midlands RegionHE Qualification60-70%35-550300Withdrawn269-45.048.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN4.05.013.03.00.00.012.00.0
32587GGG2014J2620947FScotlandA Level or Equivalent80-90%0-350301Distinction269-23.0NaN0.080.088.88888980.010.83333375.0100.0283.043.8551910.00.09.020.018.089.0205.00.0116.024.00.0
32588GGG2014J2640965FWalesLower Than A Level10-200-350300Fail269-4.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN9.00.022.06.00.00.04.00.0
32589GGG2014J2645731FEast Anglian RegionLower Than A Level40-50%35-550300Distinction269-23.0NaN0.080.088.11111180.011.58063572.0100.0326.042.7105890.00.09.047.065.0167.0348.00.0152.0109.00.0
32590GGG2014J2648187FSouth RegionA Level or Equivalent20-30%0-350301Pass269-129.0NaN0.065.076.66666780.015.20690660.0100.0408.047.0531610.00.09.020.00.063.079.00.0130.019.00.0
32591GGG2014J2679821FSouth East RegionLower Than A Level90-100%35-550300Withdrawn269-49.0101.00.083.091.500000100.012.02081583.0100.0159.0105.3589100.00.02.012.0118.065.040.00.031.09.00.0
32592GGG2014J2684003FYorkshire RegionHE Qualification50-60%35-550300Distinction269-28.0NaN0.080.082.857143100.017.99470860.0100.0353.053.6123650.00.07.027.0111.0120.0265.00.060.033.00.0